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SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network

Apr 05, 2021
William Chan, Daniel Park, Chris Lee, Yu Zhang, Quoc Le, Mohammad Norouzi

* submitted to INTERSPEECH 

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Benchmarks for Deep Off-Policy Evaluation

Mar 30, 2021
Justin Fu, Mohammad Norouzi, Ofir Nachum, George Tucker, Ziyu Wang, Alexander Novikov, Mengjiao Yang, Michael R. Zhang, Yutian Chen, Aviral Kumar, Cosmin Paduraru, Sergey Levine, Tom Le Paine

* ICLR 2021 paper. Policies and evaluation code are available at 

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Big Self-Supervised Models Advance Medical Image Classification

Jan 13, 2021
Shekoofeh Azizi, Basil Mustafa, Fiona Ryan, Zachary Beaver, Jan Freyberg, Jonathan Deaton, Aaron Loh, Alan Karthikesalingam, Simon Kornblith, Ting Chen, Vivek Natarajan, Mohammad Norouzi

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What's in a Loss Function for Image Classification?

Oct 30, 2020
Simon Kornblith, Honglak Lee, Ting Chen, Mohammad Norouzi

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No MCMC for me: Amortized sampling for fast and stable training of energy-based models

Oct 14, 2020
Will Grathwohl, Jacob Kelly, Milad Hashemi, Mohammad Norouzi, Kevin Swersky, David Duvenaud

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Mastering Atari with Discrete World Models

Oct 05, 2020
Danijar Hafner, Timothy Lillicrap, Mohammad Norouzi, Jimmy Ba

* 8 pages, 4 figures, 4 tables 

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WaveGrad: Estimating Gradients for Waveform Generation

Sep 02, 2020
Nanxin Chen, Yu Zhang, Heiga Zen, Ron J. Weiss, Mohammad Norouzi, William Chan

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RL Unplugged: Benchmarks for Offline Reinforcement Learning

Jul 02, 2020
Caglar Gulcehre, Ziyu Wang, Alexander Novikov, Tom Le Paine, Sergio Gomez Colmenarejo, Konrad Zolna, Rishabh Agarwal, Josh Merel, Daniel Mankowitz, Cosmin Paduraru, Gabriel Dulac-Arnold, Jerry Li, Mohammad Norouzi, Matt Hoffman, Ofir Nachum, George Tucker, Nicolas Heess, Nando de Freitas

* 21 pages including supplementary material, the github link for the datasets: 

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Big Self-Supervised Models are Strong Semi-Supervised Learners

Jun 17, 2020
Ting Chen, Simon Kornblith, Kevin Swersky, Mohammad Norouzi, Geoffrey Hinton

* code and pretrained models at 

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Dynamic Programming Encoding for Subword Segmentation in Neural Machine Translation

May 03, 2020
Xuanli He, Gholamreza Haffari, Mohammad Norouzi

* accepted to ACL2020 

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Non-Autoregressive Machine Translation with Latent Alignments

Apr 22, 2020
Chitwan Saharia, William Chan, Saurabh Saxena, Mohammad Norouzi

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Exemplar VAEs for Exemplar based Generation and Data Augmentation

Apr 09, 2020
Sajad Norouzi, David J. Fleet, Mohammad Norouzi

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NiLBS: Neural Inverse Linear Blend Skinning

Apr 06, 2020
Timothy Jeruzalski, David I. W. Levin, Alec Jacobson, Paul Lalonde, Mohammad Norouzi, Andrea Tagliasacchi

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SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models

Apr 01, 2020
Yucen Luo, Alex Beatson, Mohammad Norouzi, Jun Zhu, David Duvenaud, Ryan P. Adams, Ricky T. Q. Chen

* ICLR 2020 

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Imputer: Sequence Modelling via Imputation and Dynamic Programming

Feb 20, 2020
William Chan, Chitwan Saharia, Geoffrey Hinton, Mohammad Norouzi, Navdeep Jaitly

* preprint 

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A Simple Framework for Contrastive Learning of Visual Representations

Feb 13, 2020
Ting Chen, Simon Kornblith, Mohammad Norouzi, Geoffrey Hinton

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Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One

Dec 11, 2019
Will Grathwohl, Kuan-Chieh Wang, Jörn-Henrik Jacobsen, David Duvenaud, Mohammad Norouzi, Kevin Swersky

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NASA: Neural Articulated Shape Approximation

Dec 06, 2019
Timothy Jeruzalski, Boyang Deng, Mohammad Norouzi, JP Lewis, Geoffrey Hinton, Andrea Tagliasacchi

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Dream to Control: Learning Behaviors by Latent Imagination

Dec 03, 2019
Danijar Hafner, Timothy Lillicrap, Jimmy Ba, Mohammad Norouzi

* 9 pages, 12 figures 

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Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse

Nov 06, 2019
James Lucas, George Tucker, Roger Grosse, Mohammad Norouzi

* 11 main pages, 10 appendix pages. 13 figures total. Accepted at 33rd Conference on Neural Information Processing Systems (NeurIPS 2019) 

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Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy

Jul 24, 2019
Yijie Guo, Jongwook Choi, Marcin Moczulski, Samy Bengio, Mohammad Norouzi, Honglak Lee

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Striving for Simplicity in Off-policy Deep Reinforcement Learning

Jul 10, 2019
Rishabh Agarwal, Dale Schuurmans, Mohammad Norouzi

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Similarity of Neural Network Representations Revisited

May 14, 2019
Simon Kornblith, Mohammad Norouzi, Honglak Lee, Geoffrey Hinton

* Accepted to ICML 2019 

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Learning to Generalize from Sparse and Underspecified Rewards

Feb 19, 2019
Rishabh Agarwal, Chen Liang, Dale Schuurmans, Mohammad Norouzi

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Understanding the impact of entropy on policy optimization

Nov 29, 2018
Zafarali Ahmed, Nicolas Le Roux, Mohammad Norouzi, Dale Schuurmans

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Contingency-Aware Exploration in Reinforcement Learning

Nov 05, 2018
Jongwook Choi, Yijie Guo, Marcin Moczulski, Junhyuk Oh, Neal Wu, Mohammad Norouzi, Honglak Lee

* Preprint, work in progress. Under review at ICLR 2019 

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